{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 3, demos 1-4\n",
    "\n",
    "Bayesian Data Analysis, 3rd ed\n",
    "\n",
    "Examples and illustrations for a normal model with unknown mean and variance (BDA3 section 3.2 on p. 64)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import gaussian_kde\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import preliz as pz\n",
    "pz.style.use('preliz-doc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# data\n",
    "y = np.array([93, 112, 122, 135, 122, 150, 118, 90, 124, 114])\n",
    "# sufficient statistics\n",
    "n = len(y)\n",
    "s2 = np.var(y, ddof=1)  # here ddof=1 is used to get the sample estimate\n",
    "my = np.mean(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# set random number generator with seed\n",
    "rng = np.random.default_rng(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# factorize the joint posterior p(mu,sigma2|y) to p(sigma2|y)p(mu|sigma2,y)\n",
    "# sample from the joint posterior using this factorization\n",
    "\n",
    "# sample from p(sigma2|y)\n",
    "sigma2 = pz.ScaledInverseChiSquared(n-1, s2).rvs(size=1000, random_state=rng)\n",
    "# sample from p(mu|sigma2,y) \n",
    "mu = my + np.sqrt(sigma2/n)* pz.Normal(0, 1).rvs(sigma2.shape)\n",
    "# display sigma instead of sigma2\n",
    "sigma = np.sqrt(sigma2)\n",
    "# sample from the predictive distribution p(ynew|y)\n",
    "# for each sample of (mu, sigma)\n",
    "ynew = pz.Normal(mu, sigma).rvs(*mu.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# for mu compute the density in these points\n",
    "tl1 = [90, 150]\n",
    "t1 = np.linspace(tl1[0], tl1[1], 1000)\n",
    "# for sigma compute the density in these points\n",
    "tl2 = [10, 60]\n",
    "t2 = np.linspace(tl2[0], tl2[1], 1000)\n",
    "# for ynew compute the density in these points\n",
    "tlynew = [50, 185]\n",
    "xynew = np.linspace(tlynew[0], tlynew[1], 1000)\n",
    "\n",
    "# evaluate the joint density in a grid\n",
    "# note that the following is not normalized, but for plotting\n",
    "# contours it does not matter\n",
    "Z = pz.Normal(my, t2[:,np.newaxis]/np.sqrt(n)).pdf(t1)\n",
    "Z *= (pz.ScaledInverseChiSquared(n-1, s2).pdf(t2**2)*2*t2)[:,np.newaxis]\n",
    "\n",
    "# compute the exact marginal density for mu\n",
    "pm_mu = pz.StudentT(n-1, my, np.sqrt(s2/n)).pdf(t1)\n",
    "\n",
    "# estimate the marginal density for mu using samples and an ad hoc Gaussian\n",
    "# kernel approximation\n",
    "pk_mu = gaussian_kde(mu).evaluate(t1)\n",
    "\n",
    "# compute the exact marginal density for sigma\n",
    "# multiplication by 2*t2 is due to the transformation of variable\n",
    "# z=t2^2, see BDA3 p. 21\n",
    "pm_sigma = pz.ScaledInverseChiSquared(n-1, s2).pdf(t2**2)*2*t2\n",
    "# N.B. this was already calculated in the joint distribution case\n",
    "\n",
    "# estimate the marginal density for sigma using samples and an ad hoc Gaussian\n",
    "# kernel approximation\n",
    "pk_sigma = gaussian_kde(sigma).evaluate(t2)\n",
    "\n",
    "# compute the exact predictive density\n",
    "p_new = pz.StudentT(n-1, my, np.sqrt(s2*(1+1/n))).pdf(xynew)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise the joint density and marginal densities of the posterior of normal \n",
    "distribution with unknown mean and variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 900x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create figure\n",
    "fig, ((ax_mu, ax_legend), (ax_joint, ax_sigma)) = plt.subplots(\n",
    "    2, 2, figsize=(9, 9),\n",
    "    gridspec_kw=dict(width_ratios=[2, 1], height_ratios=[1, 2])\n",
    ")\n",
    "fig.suptitle(\"Joint and marginal posterior distributions\", fontsize=16)\n",
    "\n",
    "# Joint posterior\n",
    "samps = ax_joint.scatter(mu, sigma, s=5, color=\"C2\")\n",
    "c_levels = np.linspace(1e-5, Z.max(), 6)[:-1]\n",
    "ax_joint.contour(t1, t2, Z, c_levels, colors=\"C0\")\n",
    "ax_joint.set(xlim=tl1, ylim=tl2, xlabel=r\"$\\mu$\", ylabel=r\"$\\sigma$\")\n",
    "\n",
    "# Marginal of μ\n",
    "ax_mu.plot(t1, pm_mu, color=\"C1\", lw=5, label=\"exact marginal\")\n",
    "ax_mu.plot(t1, pk_mu, \"k--\", lw=1.5, label=\"empirical marginal\")\n",
    "ax_mu.set(xlim=tl1, yticks=[], xticklabels=[])\n",
    "\n",
    "# Marginal of σ\n",
    "exact_line, = ax_sigma.plot(pm_sigma, t2, color=\"C1\", lw=5)\n",
    "empirical_line, = ax_sigma.plot(pk_sigma, t2, \"k--\", lw=1.5)\n",
    "ax_sigma.set(ylim=tl2, xticks=[], yticklabels=[])\n",
    "\n",
    "# Legend \n",
    "ax_legend.axis(\"off\")\n",
    "ax_legend.legend(\n",
    "    [samps, plt.Line2D([], [], color=\"C0\"), exact_line, empirical_line],\n",
    "    [\"samples\", \"exact joint contour\", \"exact marginal\", \"empirical marginal\"],\n",
    "    loc=\"center\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise factored sampling and the corresponding marginal and conditional densities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create figure\n",
    "fig, (ax_joint, ax_sigma) = plt.subplots(\n",
    "    1, 2, figsize=(9, 6),\n",
    "    gridspec_kw=dict(width_ratios=[2, 1])\n",
    ")\n",
    "\n",
    "# Joint posterior\n",
    "c_levels = np.linspace(1e-5, Z.max(), 6)[:-1]\n",
    "contour = ax_joint.contour(t1, t2, Z, c_levels, colors=\"C0\")\n",
    "\n",
    "line1 = ax_joint.axhline(sigma[0], color=\"k\")\n",
    "line2, = ax_joint.plot(\n",
    "    t1,\n",
    "    sigma[0] + pz.Normal(my, np.sqrt(sigma2[0] / n)).pdf(t1) * 100,\n",
    "    \"C2--\", lw=2\n",
    ")\n",
    "scat = ax_joint.scatter(mu[0], sigma[0], s=40, color=\"k\", zorder=3)\n",
    "\n",
    "ax_joint.set(\n",
    "    xlim=tl1, ylim=tl2,\n",
    "    xlabel=r\"$\\mu$\", ylabel=r\"$\\sigma$\",\n",
    "    title=\"joint posterior\"\n",
    ")\n",
    "ax_joint.legend(\n",
    "    [plt.Line2D([], [], color=\"C0\"), line1, line2, scat],\n",
    "    [\n",
    "        \"exact contour plot\",\n",
    "        r\"sample from the marginal of $\\sigma$\",\n",
    "        r\"conditional distribution of $\\mu$\",\n",
    "        r\"sample from joint posterior\",\n",
    "    ],\n",
    "    loc=\"upper center\"\n",
    ")\n",
    "\n",
    "# Marginal of σ\n",
    "ax_sigma.plot(pm_sigma, t2)\n",
    "ax_sigma.set(ylim=tl2, title=r\"marginal of $\\sigma$\", xticks=[], yticklabels=[]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise the marginal distribution of mu as a mixture of normals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute conditional PDFs\n",
    "condpdfs = pz.Normal(my, np.sqrt(sigma2 / n)[:, None]).pdf(t1)\n",
    "\n",
    "fig, (ax_cond, ax_mean) = plt.subplots(2, 1, figsize=(9, 6), sharex=True)\n",
    "\n",
    "# First 25 conditional distributions\n",
    "ax_cond.plot(t1, condpdfs[:25].T, \"C2\", alpha=0.25)\n",
    "ax_cond.set(\n",
    "    xlim=tl1,\n",
    "    title=r\"conditional distribution of $\\mu$ for first 25 samples\",\n",
    "    yticks=[]\n",
    ")\n",
    "ylims = ax_cond.get_ylim()\n",
    "\n",
    "# average of conditionals vs exact marginal\n",
    "ax_mean.plot(t1, condpdfs.mean(axis=0), \"C1\", lw=5, label=\"average of sampled conditionals\")\n",
    "ax_mean.plot(t1, pm_mu, \"k--\", lw=1.5, label=r\"exact marginal of $\\mu$\")\n",
    "ax_mean.set(xlim=tl1, ylim=ylims, yticks=[])\n",
    "ax_mean.legend(loc=\"upper center\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise sampling from the posterior predictive distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Predictive PDF for first posterior sample\n",
    "ynewdists = pz.Normal(mu[0], sigma[0]).pdf(xynew)\n",
    "\n",
    "fig, (ax_joint, ax_first, ax_all) = plt.subplots(3, 1, figsize=(12, 8))\n",
    "\n",
    "# Joint posterior\n",
    "c_levels = np.linspace(1e-5, Z.max(), 6)[:-1]\n",
    "ax_joint.contour(t1, t2, Z, c_levels, colors=\"C0\")\n",
    "samps = ax_joint.scatter(mu, sigma, s=5, color=\"C2\")\n",
    "ax_joint.scatter(mu[0], sigma[0], s=40, color=\"r\")\n",
    "ax_joint.set(\n",
    "    xlim=tl1, ylim=tl2,\n",
    "    xlabel=r\"$\\mu$\", ylabel=r\"$\\sigma$\"\n",
    ")\n",
    "ax_joint.legend(\n",
    "    [plt.Line2D([], [], color=\"C0\"), samps],\n",
    "    [\"exact joint posterior contour\", \"joint posterior samples\"],\n",
    "    loc=\"center left\", bbox_to_anchor=(1, 0.5)\n",
    ")\n",
    "\n",
    "# Predictive distribution for first sample\n",
    "line1, = ax_first.plot(xynew, ynewdists)\n",
    "dot = ax_first.scatter(ynew[0], 0.02 * ynewdists.max(), s=40, color=\"r\")\n",
    "ylims = ax_first.get_ylim()\n",
    "ax_first.set(\n",
    "    xlim=tlynew, ylim=ylims,\n",
    "    xlabel=r\"$\\widetilde{y}$\", yticks=[]\n",
    ")\n",
    "ax_first.legend(\n",
    "    [line1, dot],\n",
    "    [\"pred. dist. given the posterior sample\", \"sample from predictive dist.\"],\n",
    "    loc=\"center left\", bbox_to_anchor=(1, 0.5)\n",
    ")\n",
    "\n",
    "# All predictive samples\n",
    "ax_all.scatter(\n",
    "    ynew,\n",
    "    (0.02 + 0.05 * pz.Uniform(0, 1).rvs(*ynew.shape)) * ynewdists.max(),\n",
    "    s=10, color=\"C2\", alpha=0.3, edgecolor=\"None\",\n",
    "    label=\"samples from predictive distribution\"\n",
    ")\n",
    "ax_all.plot(xynew, p_new, lw=1.5, label=\"exact predictive distribution\")\n",
    "ax_all.set(\n",
    "    xlim=tlynew, ylim=ylims,\n",
    "    xlabel=r\"$\\widetilde{y}$\", yticks=[]\n",
    ")\n",
    "ax_all.legend(loc=\"center left\", bbox_to_anchor=(1, 0.5));"
   ]
  }
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